blob: 22a0e92e818db3b259829dca3a346807161a20ff [file] [log] [blame]
#
# Licensed to the Apache Software Foundation (ASF) under one or more
# contributor license agreements. See the NOTICE file distributed with
# this work for additional information regarding copyright ownership.
# The ASF licenses this file to You under the Apache License, Version 2.0
# (the "License"); you may not use this file except in compliance with
# the License. You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
#
import unittest
from typing import cast
from pyspark.sql.functions import pandas_udf
from pyspark.testing.sqlutils import (
ReusedSQLTestCase,
have_pandas,
have_pyarrow,
pandas_requirement_message,
pyarrow_requirement_message,
)
@unittest.skipIf(
not have_pandas or not have_pyarrow,
cast(str, pandas_requirement_message or pyarrow_requirement_message),
)
class PandasSQLMetrics(ReusedSQLTestCase):
def test_pandas_sql_metrics_basic(self):
# SPARK-34265: Instrument Python UDFs using SQL metrics
python_sql_metrics = [
"data sent to Python workers",
"data returned from Python workers",
"number of output rows",
]
@pandas_udf("long")
def test_pandas(col1):
return col1 * col1
self.spark.range(10).select(test_pandas("id")).collect()
statusStore = self.spark._jsparkSession.sharedState().statusStore()
lastExecId = statusStore.executionsList().last().executionId()
executionMetrics = statusStore.execution(lastExecId).get().metrics().mkString()
for metric in python_sql_metrics:
self.assertIn(metric, executionMetrics)
if __name__ == "__main__":
from pyspark.sql.tests.test_pandas_sqlmetrics import * # noqa: F401
try:
import xmlrunner
testRunner = xmlrunner.XMLTestRunner(output="target/test-reports", verbosity=2)
except ImportError:
testRunner = None
unittest.main(testRunner=testRunner, verbosity=2)